Generalized phase synchrony using fuzzified Johansen test

Zahra Ghanbari, M. Moradi
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Abstract

Phase synchrony is a powerful measure of analyzing nonstationary signals. We propose a new measure of phase synchrony which is the modification of GePS based on the fuzzy hypothesis testing. Generalized phase synchrony (GePS) was proposed as a multivariate index based on the linear relationships between their instantaneous frequency laws. Assessing the phase synchrony within multivariate signals is accomplished by applying the Johansen test to their intrinsic mode functions. In this paper, we developed the fuzzy version of the Johansen test. Results on the synthetic signals demonstrate the superior performance of the proposed measure compared to the original version of GePS, especially in the case of fewer numbers of channels.
基于模糊化约翰森检验的广义相位同步
相位同步是分析非平稳信号的有力手段。提出了一种新的相位同步测度,即基于模糊假设检验的GePS修正。基于瞬时频率规律之间的线性关系,提出广义相位同步(GePS)作为一种多变量指标。评估多变量信号中的相位同步是通过对其固有模态函数应用约翰森测试来完成的。在本文中,我们开发了模糊版的约翰森测试。对合成信号的测试结果表明,与原始版本的GePS相比,所提出的测量方法具有优越的性能,特别是在通道数量较少的情况下。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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